The attic stairs creaked under Liam's weight as he hauled the trunk down. He was supposed to be doing a "spring clean" but he found it hard to muster the initiative. A picture of his father, in a uniform, smiling at a girl who was not his mother, fell out. He felt a wave of nausea.

He had always leaned on his father's perceived bravery, his stoic resolve. The stories of his valor in the war were the cornerstone of their family pride. Now he was questioning the very core of his identity. His carefully-constructed world, held up by the stories he had been told, began to crumble.

Liam had not imagined his father would have a secret. He sat on the floor, the trunk untouched, and stared at the image, a sense of disorientation washing over him. The floor seemed to tilt beneath him.

Emotion: dependent

Cluster: Shame / Guilt
PC1 (Valence): -1.05 Negative
PC2 (Disposition): 0.69

Role in Research

This story is one of 1,000 stories generated for the emotion dependent. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 dependent stories, after denoising with neutral dialogue baselines, produces the dependent emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the dependent vector is projected through the unembedding matrix.

Promoted:
de0.489
缺乏0.395
even0.310
either0.301
'0.297
Suppressed:
笑道-0.309
不久-0.293
一脸-0.263
затем-0.263
庆祝-0.258